Table 6 Comparison of Analytical and Decision-Making Capabilities.

From: A novel method for intelligent operation and maintenance of transformers using deep visual large model DETR + X and digital twin

Method

Reviewing materials and communication

Decision generation

Human–machine dialogue

Based on manual experience

Junior engineer

30 min

20 min

/

Senior engineer

15 min

10 min

/

LLM-based expert system

AI expert

No need

Second-level response

Instant Q&A